Machine Learning

Machine Learning Approach to Predict the Probability of Recurrence of Renal Cell Carcinoma After Surgery: Prediction Model Development Study

HyungMin Kim, Sun Jung Lee, So Jin Park, In Young Choi, Sung-Hoo Hong

JMIR Med Inform 2021 (Mar 01); 9(3):e25635

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Using Automated Machine Learning to Predict the Mortality of Patients With COVID-19: Prediction Model Development Study

Kenji Ikemura, Eran Bellin, Yukako Yagi, Henny Billett, Mahmoud Saada, Katelyn Simone, Lindsay Stahl, James Szymanski, D Y Goldstein, Morayma Reyes Gil

J Med Internet Res 2021 (Feb 26); 23(2):e23458

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Using Machine Learning to Collect and Facilitate Remote Access to Biomedical Databases: Development of the Biomedical Database Inventory

Eduardo Rosado, Miguel Garcia-Remesal, Sergio Paraiso-Medina, Alejandro Pazos, Victor Maojo

JMIR Med Inform 2021 (Feb 25); 9(2):e22976

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A Risk Prediction Model Based on Machine Learning for Cognitive Impairment Among Chinese Community-Dwelling Elderly People With Normal Cognition: Development and Validation Study

Mingyue Hu, Xinhui Shu, Gang Yu, Xinyin Wu, Maritta Välimäki, Hui Feng

J Med Internet Res 2021 (Feb 24); 23(2):e20298

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Classification Accuracy of Hepatitis C Virus Infection Outcome: Data Mining Approach

Mario Frias, Jose M Moyano, Antonio Rivero-Juarez, Jose M Luna, Ángela Camacho, Habib M Fardoun, Isabel Machuca, Mohamed Al-Twijri, Antonio Rivero, Sebastian Ventura

J Med Internet Res 2021 (Feb 24); 23(2):e18766

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Public Opinions and Concerns Regarding the Canadian Prime Minister’s Daily COVID-19 Briefing: Longitudinal Study of YouTube Comments Using Machine Learning Techniques

Chengda Zheng, Jia Xue, Yumin Sun, Tingshao Zhu

J Med Internet Res 2021 (Feb 23); 23(2):e23957

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Learning From Past Respiratory Infections to Predict COVID-19 Outcomes: Retrospective Study

Shengtian Sang, Ran Sun, Jean Coquet, Harris Carmichael, Tina Seto, Tina Hernandez-Boussard

J Med Internet Res 2021 (Feb 22); 23(2):e23026

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Establishing Classifiers With Clinical Laboratory Indicators to Distinguish COVID-19 From Community-Acquired Pneumonia: Retrospective Cohort Study

Wanfa Dai, Pei-Feng Ke, Zhen-Zhen Li, Qi-Zhen Zhuang, Wei Huang, Yi Wang, Yujuan Xiong, Xian-Zhang Huang

J Med Internet Res 2021 (Feb 22); 23(2):e23390

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Prediction of Prolonged Length of Hospital Stay After Cancer Surgery Using Machine Learning on Electronic Health Records: Retrospective Cross-sectional Study

Yong-Yeon Jo, JaiHong Han, Hyun Woo Park, Hyojung Jung, Jae Dong Lee, Jipmin Jung, Hyo Soung Cha, Dae Kyung Sohn, Yul Hwangbo

JMIR Med Inform 2021 (Feb 22); 9(2):e23147

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Using Tweets to Understand How COVID-19–Related Health Beliefs Are Affected in the Age of Social Media: Twitter Data Analysis Study

Hanyin Wang, Yikuan Li, Meghan Hutch, Andrew Naidech, Yuan Luo

J Med Internet Res 2021 (Feb 22); 23(2):e26302

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Precision Assessment of COVID-19 Phenotypes Using Large-Scale Clinic Visit Audio Recordings: Harnessing the Power of Patient Voice

Paul J Barr, James Ryan, Nicholas C Jacobson

J Med Internet Res 2021 (Feb 19); 23(2):e20545

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Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models

Anietie U Andy, Sharath C Guntuku, Srinath Adusumalli, David A Asch, Peter W Groeneveld, Lyle H Ungar, Raina M Merchant

JMIR Cardio 2021 (Feb 19); 5(1):e24473

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Measuring Adoption of Patient Priorities–Aligned Care Using Natural Language Processing of Electronic Health Records: Development and Validation of the Model

Javad Razjouyan, Jennifer Freytag, Lilian Dindo, Lea Kiefer, Edward Odom, Jaime Halaszynski, Jennifer W Silva, Aanand D Naik

JMIR Med Inform 2021 (Feb 19); 9(2):e18756

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Electronic Health Record–Based Prediction of 1-Year Risk of Incident Cardiac Dysrhythmia: Prospective Case-Finding Algorithm Development and Validation Study

Yaqi Zhang, Yongxia Han, Peng Gao, Yifu Mo, Shiying Hao, Jia Huang, Fangfan Ye, Zhen Li, Le Zheng, Xiaoming Yao, Zhen Li, Xiaodong Li, Xiaofang Wang, Chao-Jung Huang, Bo Jin, Yani Zhang, Gabriel Yang, Shaun T Alfreds, Laura Kanov, Karl G Sylvester, Eric Widen, Licheng Li, Xuefeng Ling

JMIR Med Inform 2021 (Feb 17); 9(2):e23606

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Development and Validation of Risk Scores for All-Cause Mortality for a Smartphone-Based “General Health Score” App: Prospective Cohort Study Using the UK Biobank

Ashley K Clift, Erwann Le Lannou, Christian P Tighe, Sachin S Shah, Matthew Beatty, Arsi Hyvärinen, Stephen J Lane, Tamir Strauss, Devin D Dunn, Jiahe Lu, Mert Aral, Dan Vahdat, Sonia Ponzo, David Plans

JMIR Mhealth Uhealth 2021 (Feb 16); 9(2):e25655

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Predictive Analytics for Care and Management of Patients With Acute Diseases: Deep Learning–Based Method to Predict Crucial Complication Phenotypes

Jessica Qiuhua Sheng, Paul Jen-Hwa Hu, Xiao Liu, Ting-Shuo Huang, Yu Hsien Chen

J Med Internet Res 2021 (Feb 12); 23(2):e18372

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Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study

Juan Carlos Quiroz, You-Zhen Feng, Zhong-Yuan Cheng, Dana Rezazadegan, Ping-Kang Chen, Qi-Ting Lin, Long Qian, Xiao-Fang Liu, Shlomo Berkovsky, Enrico Coiera, Lei Song, Xiaoming Qiu, Sidong Liu, Xiang-Ran Cai

JMIR Med Inform 2021 (Feb 11); 9(2):e24572

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Data Leakage in Health Outcomes Prediction With Machine Learning. Comment on “Prediction of Incident Hypertension Within the Next Year: Prospective Study Using Statewide Electronic Health Records and Machine Learning”

Alexandre Chiavegatto Filho, André Filipe De Moraes Batista, Hellen Geremias dos Santos

J Med Internet Res 2021 (Feb 11); 23(2):e10969

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A Machine Learning Prediction Model of Respiratory Failure Within 48 Hours of Patient Admission for COVID-19: Model Development and Validation

Siavash Bolourani, Max Brenner, Ping Wang, Thomas McGinn, Jamie S Hirsch, Douglas Barnaby, Theodoros P Zanos, Northwell COVID-19 Research Consortium

J Med Internet Res 2021 (Feb 10); 23(2):e24246

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Fast and Accurate Detection of COVID-19 Along With 14 Other Chest Pathologies Using a Multi-Level Classification: Algorithm Development and Validation Study

Saleh Albahli, Ghulam Nabi Ahmad Hassan Yar

J Med Internet Res 2021 (Feb 10); 23(2):e23693

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